RNN unscaled results
Glove embeddings
64 dimensional RNN
1 hidden layer
2 hidden layers
0.0001 lr
2020-05-19 23:19:25,110 - INFO - allennlp.common.util - Metrics: {
"best_epoch": 35,
"peak_cpu_memory_MB": 1715.32,
"peak_gpu_0_memory_MB": 1,
"peak_gpu_1_memory_MB": 636,
"training_duration": "0:01:44.572271",
"training_start_epoch": 0,
"training_epochs": 44,
"epoch": 44,
"training_pearson": 0.8755669240062097,
"training_mae": 0.6300580370557177,
"training_loss": 0.6342626507793154,
"training_cpu_memory_MB": 1715.3,
"training_gpu_0_memory_MB": 1,
"training_gpu_1_memory_MB": 636,
"validation_pearson": 0.7133927439166854,
"validation_mae": 0.913505204604321,
"validation_loss": 1.405275821685791,
"best_validation_pearson": 0.7112064102524507,
"best_validation_mae": 0.9231068901617251,
"best_validation_loss": 1.3673358609278996
}
3 hidden layers
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